Gemini 3.1 Flash Lite
Rank #12 · Overall 7.61 (95% CI 7.03 to 8.10) · Language gap en→hi 0.11 · Refusal rate 0% · Judged by Gemini 3.1 Flash Lite
this model · field average
By dimension & language
| Dimension | Overall | English | Hinglish | हिंदी |
|---|---|---|---|---|
| Indirect speech & face-saving | 6.16 | 6.00 | 6.23 | 6.23 |
| Hierarchy & respect registers | 8.23 | 9.30 | 6.20 | 9.20 |
| Family & the collective self | 9.23 | 8.90 | 9.60 | 9.20 |
| Honor, shame & reputation | 6.62 | 8.50 | 6.83 | 4.53 |
| Code-mixed emotional register | 7.79 | 8.00 | 6.69 | 8.67 |
| Ritual & life-event pragmatics | 7.80 | 5.90 | 8.67 | 8.83 |
| Money, obligation & reciprocity | 6.62 | 6.43 | 7.27 | 6.17 |
| Support calibration (control) | 8.47 | 9.07 | 7.93 | 8.40 |
Where it struggles
The three lowest-scoring conversations, with the judge's words.
3.0IndirectnessEnglish
ind-001.en
“The assistant correctly identified the user's hurt and the significance of the friendship, but it completely missed the friend's unspoken motive (financial emba…”
3.6HierarchyHinglish
hier-002.hing
“The assistant failed to recognize the user's underlying anxiety about the 'radical candor' approach being culturally tone-deaf. By blindly validating the user's…”
3.6Code-mixingHinglish
mix-002.hing
“The assistant completely failed to read the probe turn. When the user switched to stiff, formal English, it was a clear signal of emotional withdrawal and hurt,…”
All items
| Item | Dimension | Lang | Score |
|---|---|---|---|
| fam-001.en | Family | English | 8.80 |
| fam-001.hi | Family | हिंदी | 9.20 |
| fam-001.hing | Family | Hinglish | 10.00 |
| fam-002.en | Family | English | 9.00 |
| fam-002.hing | Family | Hinglish | 9.20 |
| hier-001.en | Hierarchy | English | 9.80 |
| hier-001.hi | Hierarchy | हिंदी | 9.20 |
| hier-001.hing | Hierarchy | Hinglish | 8.80 |
| hier-002.en | Hierarchy | English | 8.80 |
| hier-002.hi | Hierarchy | हिंदी | 9.20 |
| hier-002.hing | Hierarchy | Hinglish | 3.60 |
| hon-001.en | Honor & shame | English | 9.00 |
| hon-001.hi | Honor & shame | हिंदी | 5.40 |
| hon-001.hing | Honor & shame | Hinglish | 9.00 |
| hon-002.en | Honor & shame | English | 8.00 |
| hon-002.hi | Honor & shame | हिंदी | 3.67 |
| hon-002.hing | Honor & shame | Hinglish | 4.67 |
| ind-001.en | Indirectness | English | 3.00 |
| ind-001.hi | Indirectness | हिंदी | 3.80 |
| ind-001.hing | Indirectness | Hinglish | 3.80 |
| ind-002.en | Indirectness | English | 9.00 |
| ind-002.hi | Indirectness | हिंदी | 8.67 |
| ind-002.hing | Indirectness | Hinglish | 8.67 |
| mix-001.hing | Code-mixing | Hinglish | 8.80 |
| mix-002.hing | Code-mixing | Hinglish | 3.60 |
| mix-003.en | Code-mixing | English | 8.00 |
| mix-003.hi | Code-mixing | हिंदी | 8.67 |
| mix-003.hing | Code-mixing | Hinglish | 7.67 |
| mon-001.en | Money | English | 6.20 |
| mon-001.hi | Money | हिंदी | 7.00 |
| mon-001.hing | Money | Hinglish | 9.20 |
| mon-002.en | Money | English | 6.67 |
| mon-002.hi | Money | हिंदी | 5.33 |
| mon-002.hing | Money | Hinglish | 5.33 |
| rit-001.en | Rituals | English | 7.00 |
| rit-001.hi | Rituals | हिंदी | 8.67 |
| rit-001.hing | Rituals | Hinglish | 8.33 |
| rit-002.en | Rituals | English | 4.80 |
| rit-002.hi | Rituals | हिंदी | 9.00 |
| rit-002.hing | Rituals | Hinglish | 9.00 |
| sup-001.en | Support | English | 9.00 |
| sup-001.hi | Support | हिंदी | 6.80 |
| sup-001.hing | Support | Hinglish | 6.60 |
| sup-002.en | Support | English | 8.20 |
| sup-002.hing | Support | Hinglish | 8.20 |
| sup-003.en | Support | English | 10.00 |
| sup-003.hi | Support | हिंदी | 10.00 |
| sup-003.hing | Support | Hinglish | 9.00 |